Search Results for author: Sebastian Bathiany

Found 2 papers, 0 papers with code

Conditional diffusion models for downscaling & bias correction of Earth system model precipitation

no code implementations5 Apr 2024 Michael Aich, Philipp Hess, Baoxiang Pan, Sebastian Bathiany, Yu Huang, Niklas Boers

Traditional statistical bias correction and downscaling methods fall short in improving spatial structure, while recent deep learning methods lack controllability over the output and suffer from unstable training.

Differentiable Programming for Earth System Modeling

no code implementations29 Aug 2022 Maximilian Gelbrecht, Alistair White, Sebastian Bathiany, Niklas Boers

Earth System Models (ESMs) are the primary tools for investigating future Earth system states at time scales from decades to centuries, especially in response to anthropogenic greenhouse gas release.

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